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A financial dashboard built using Streamlit, fine-tuned Transformers models and Prophet. Includes auto summarisation, sentiment analysis, and trend forecasting of stock and crypto news.

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Financial Researcher

This project aims to provide a relatively simple solution to performing financial analysis by leveraging various tools and technologies. It combines data scraping, natural language processing, sentiment analysis, and stock trend forecasting to offer insights for stock and crypto investments.

Roadmap

  • Scrape data from Yahoo Finance
  • Perform summarisation and sentiment analysis using fine-tuned Transformers models (Pegasus and BERT)
  • Make Kaggle notebook (showcasing web scraping, summarisation and sentiment analysis) publicly available
  • Design main dashboard
  • Implement stock trend forecasting functionality using Prophet

Stack

  • Requests
  • BeautifulSoup
  • Hugging Face
  • Fine-tuned Transformers models
  • Streamlit
  • Prophet

Highlights

application showcase gif

Getting Started

Installation

  1. Clone the repo
    git clone https://github.com/1391819/financial-researcher
  2. Install all the required libraries
    pip install -r requirements.txt
  3. Run the Streamlit app
    streamlit run app.py

Attributions

License

MIT © Roberto Nacu

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A financial dashboard built using Streamlit, fine-tuned Transformers models and Prophet. Includes auto summarisation, sentiment analysis, and trend forecasting of stock and crypto news.

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